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星期二

  1. Claude Blog精选

    Claude Managed Agents 新增自托管沙箱与 MCP 隧道

    Claude Managed Agents 现在可以在用户自控的沙箱中执行工具，并连接私有 MCP 服务器，沙箱与所访问服务都运行在企业边界内。自托管沙箱在 Claude Platform 上处于公开测试，支持 Cloudflare、Daytona、Modal、Vercel 等托管沙箱提供商；MCP tunnels 处于研究预览阶段，需申请访问，可在 Managed Agents 和 Messages API 中使用，由组织管理员在 Claude Console 的工作区设置中管理。智能体的编排、上下文管理和错误恢复仍运行在 Anthropic 基础设施上，工具执行则移到用户配置的环境中。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

    匹配字段正文

    #lab#产品更新#Agent#MCP/工具调用
  2. Claude Blog精选

    Claude Managed Agents 新增 dreaming、outcomes 与多智能体编排

    Anthropic 在 Claude Managed Agents 中推出研究预览版 dreaming，通过定期回顾历史会话与记忆库提取模式、整理记忆，让智能体跨会话自我改进，开发者可选择自动更新记忆或先审核再落地。同时 outcomes、多智能体编排和 webhooks 向开发者开放：outcomes 由独立 grader 在自身上下文窗口中按评分标准评估输出并让智能体自我修正，内部测试中任务成功率最高提升 10 个百分点，docx 与 pptx 文件生成任务成功率分别提升 8.4% 和 10.1%；多智能体编排让 lead agent 把任务拆给拥有各自模型、提示词和工具的专家子智能体并行处理，并在 Claude Console 中追踪每一步。Harvey、Netflix 平台团队、Every 的 Spiral 和 Wisedocs 已在使用这些能力。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

    匹配字段正文

    #lab#产品更新#Agent#MCP/工具调用

星期一

  1. DevClass

    Ruby 之父 Matz 借助 Claude Code 开发原生编译器 Spinel

    Ruby 发明者松本行弘（Matz）正在开发原生编译器 Spinel，借助 Anthropic 的 Claude Code 完成，项目已在 GitHub 以 MIT 许可证开源。Spinel 将 Ruby 代码解析为 AST 后转换为 C 代码，再由 gcc 或 Clang 编译为独立原生可执行文件，测试中编译后代码比 MiniRuby 快约 11.6 倍。它目前仅支持 Ruby 子集，不支持 eval、线程、非 UTF-8 编码和运行时元编程，也无法运行 Ruby on Rails 等多数现有代码，仓库中多数代码带有 Claude Open 4.7（1M context）共同作者注释。

    s and benchmarks. When you just need to build a tiny desktop app: TinyJS October 13, 2026 Valen creator drives 'Golden Spike' to connect new languages with Rust September 26, 2026 Microsoft agentically ports Copilot runtime to Rust for $120K September 19, 2026 Apple iPhone Duo makes developers think in folds September 16, 2026 JavaScript installer pnpm recast in Rust because ECMAScript can't keep up September 5, 2026 Kubernetes cleans house, bins legacy kube-dns, IPVS, and cgroup v1 August 27, 2

    匹配字段正文

    #hot-signal#开源/仓库#编码#部署/工程

星期三

  1. The Register

    Astera Labs 发布 Scorpio X PCIe 6.0 交换芯片，面向机架级 AI 系统

    Astera Labs 发布代号 Scorpio X 的 AI fabric 交换芯片，单颗 ASIC 集成 320 条 PCIe 6.0 通道，双向带宽 5.12 TB/s，可与几乎任何加速器配合使用。该芯片内置类似 NVSwitch 的网络内计算能力，并针对 MoE 推理推出名为 Hypercast 的多播操作，以减少 GPU 等待网络的时间。Scorpio X 系列与扩展至 32 至 320 通道的 Scorpio P 系列交换芯片目前处于送样阶段，量产预计在 2026 年下半年启动。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

    匹配字段正文

    #hot-signal#产品更新#部署/工程#数据/训练
  2. The Register

    Anthropic 为 Claude 发布金融智能体模板

    Anthropic 发布一组金融智能体模板，用于让 Claude 更好地协助金融任务。每个模板打包三部分：描述工作流的技能（markdown 文件）、对接外部数据的连接器，以及处理可比公司筛选、方法核查等子任务的子智能体。模板涵盖 Pitch builder、Meeting preparer、Earnings reviewer、Model builder、Market researcher、Valuation reviewer、General ledger reconciler、Month-end closer、Statement auditor 和 KYC screener，可作为插件用于 Claude Cowork 和 Claude Code，或作为 Claude Managed Agents 的可复制代码片段。Anthropic 称 Opus 4.7 在 Vals AI 的 Finance Agent 基准上得分 64.37%，并期望用户始终留在流程中审核和批准 Claude 的工作。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

    匹配字段正文

    #hot-signal#产品更新#Agent#Anthropic

星期六

  1. Browser Use精选

    Browser Use 发布 BUX：预装 Claude Code 与 Browser Harness 的 24/7 远程 VM

    Browser Use 发布 Browser Use Box（BUX），一台预装 Claude Code 和 Browser Harness 的 24/7 远程 VM，可通过 Telegram、网页或 SSH 控制。VM 基于预烘焙 AMI，启动耗时 30-60 秒，运行在零 AWS 权限的受限 IAM 角色下；Telegram 对接同一个恢复的 Claude Code 会话以保持上下文，浏览器会话每 240 分钟轮换。架构已开源，团队版托管试点为每月 1000 美元。

    xperience to be as seamless as possible. Now with BUX you can access this combination from your phone 24/7. What we use it for It can complete tasks in complicated dashboards like Microsoft Azure and Google Workspace that browser agents historically struggled with. From the gym, in an Uber, walking somewhere, we throw any task at it: "deploy PR 235 to staging and test the new flow" "book the earliest flight Zurich to SF next Wednesday" "take a picture of our granola, order this on Amazon" We are

    匹配字段正文

    #company#产品更新#Agent#部署/工程

星期四

  1. Claude Blog精选

    Claude Managed Agents 内置记忆功能开启公测

    Anthropic 为 Claude Managed Agents 推出内置记忆层，今日起进入公开测试，智能体可跨会话学习并共享所学内容。记忆以文件形式存储，可直接挂载到文件系统，开发者能通过 API 导出和管理，并配有作用域权限、审计日志与版本回滚。Rakuten 称其长时任务智能体借此将首次通过错误减少 97%，Wisedocs 的文档验证流程提速 30%。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

    匹配字段正文

    #lab#产品更新#Agent#部署/工程
  2. Claude Blog

    Claude 新增 AllTrails、Instacart、Spotify 等生活类连接器

    Anthropic 为 Claude 扩展连接器，新增 AllTrails、Audible、Booking.com、Instacart、Intuit Credit Karma、Intuit TurboTax、Resy、Spotify、StubHub、Taskrabbit、Thumbtack、Tripadvisor、Uber、Uber Eats 和 Viator 等生活类应用。自 2025 年 7 月上线以来，Claude 连接器目录已增长到 200 多个，覆盖设计、金融、生产力和健康类应用。Claude 现在会在对话中主动推荐合适的应用，并在多个连接器可用时全部列出由用户选择；连接器面向所有套餐开放，移动端处于 beta，完整列表见 claude.ai/directory/connectors。

    rtifacts Artifacts Design Design Design Connectors Connectors Connectors Plugins Plugins Plugins Skills Skills Skills Claude in Chrome Claude in Chrome Claude in Chrome Claude for Microsoft 365 Claude for Microsoft 365 Claude for Microsoft 365 AI agents AI agents AI agents Code modernization Code modernization Code modernization Coding Coding Coding Commerce Commerce Commerce Customer support Customer support Customer support Cybersecurity Cybersecurity Cybersecurity Legal Legal Legal Sales Sale

    匹配字段正文

    #lab#产品更新#MCP/工具调用#Anthropic

星期四

  1. DevClass

    Salesforce 在 TDX 发布 Headless 360，让智能体接管平台开发

    Salesforce 在旧金山开发者大会 TDX 上发布 Headless 360，将平台上的 CRM、客服、营销和电商等能力全部变成 API、MCP server 或 CLI 命令，供 Claude Code、Codex、Windsurf、Visual Studio Code 等工具中的智能体调用。同时推出基于 Visual Studio Code 的浏览器 IDE Agentforce Vibes，默认使用 Claude Sonnet 4.5，含 plan 和 act 两种模式及预置智能体技能，并随免费 Salesforce Developer Edition 提供，开发者版限额为每月 110 次请求和 150 万 token，刷新至 5 月 31 日。Salesforce 还宣布将智能体定义语言 Agent Script 开源，并发布 Slack Agent Kit。

    hey are creating. When you just need to build a tiny desktop app: TinyJS October 13, 2026 Valen creator drives 'Golden Spike' to connect new languages with Rust September 26, 2026 Microsoft agentically ports Copilot runtime to Rust for $120K September 19, 2026 Apple iPhone Duo makes developers think in folds September 16, 2026 JavaScript installer pnpm recast in Rust because ECMAScript can't keep up September 5, 2026 Kubernetes cleans house, bins legacy kube-dns, IPVS, and cgroup v1 August 27, 2

    匹配字段正文

    #hot-signal#产品更新#Agent#MCP/工具调用

星期五

  1. DevClass

    Cloudflare 预览 EmDash：用 TypeScript 和 AI 重写 WordPress

    Cloudflare 发布 EmDash 0.1，这是用 TypeScript 而非 PHP 重写的 WordPress CMS，基于其今年 1 月收购的 Astro 框架，以 MIT 许可在 GitHub 开源。项目内置 MCP 服务器和 Agent Skills 配置文件，用于借助智能体转换 WordPress 主题和插件，插件运行在沙箱中并带权限定义，默认使用 Passkeys 认证。其迁移工具目前只能导入内容，主题和插件仍需重新编码。

    hat are needed. ® When you just need to build a tiny desktop app: TinyJS October 13, 2026 Valen creator drives 'Golden Spike' to connect new languages with Rust September 26, 2026 Microsoft agentically ports Copilot runtime to Rust for $120K September 19, 2026 Apple iPhone Duo makes developers think in folds September 16, 2026 JavaScript installer pnpm recast in Rust because ECMAScript can't keep up September 5, 2026 Kubernetes cleans house, bins legacy kube-dns, IPVS, and cgroup v1 August 27, 2

    匹配字段正文

    #hot-signal#产品更新#开源生态#部署/工程

星期一

  1. Prime Intellect精选

    Prime Intellect 与 Browserbase 合作推出 BrowserEnv 浏览器智能体训练环境

    Prime Intellect 宣布与 Browserbase 合作推出 BrowserEnv，把 Browserbase 的可扩展浏览器基础设施开放给所有人，用于训练浏览器和计算机使用智能体。BrowserEnv 支持两种模式：面向视觉语言模型的 CUA 模式通过截图和屏幕坐标操作，面向纯文本模型的 DOM 模式借助 Browserbase 的 Stagehand SDK 处理完整 DOM 上下文。团队用 WebVoyager 基准的 600 个真实网页任务微调 Qwen3-VL-8B-Instruct，训练运行与环境均已发布在 Hub 上并可复现。

    Partnering with Browserbase to Train Browser and Computer Use Agents

    se to build the best training experience for browser and computer use agents. Browserbase provides scalable browser infrastructure that has already powered work at labs, including Microsoft's Fara-7B and Google's Gemini 2.5 CUA. With Browserbase, we've made that same infrastructure available to everyone. Live Web Training Most browser agents today are trained on static datasets rather than live web interactions. As a result, models that perform well on benchmarks fall apart when they hit real pa

    匹配字段正文

    #company#产品更新#Agent#开源生态

星期四

  1. Microsoft AI Blog精选

    微软推出 Copilot Health，整合健康记录与可穿戴数据

    微软发布 Copilot Health，这是 Copilot 内一个独立且安全的健康空间，把健康记录、可穿戴设备数据和病史汇总后生成个性化健康洞察。它可接入 Apple Health、Oura、Fitbit 等 50 多款可穿戴设备，并通过 HealthEx 连接美国 5 万多家医院和医疗机构的记录，首批以英文面向美国 18 岁以上成年人开放，目前先开放等待名单。微软称该空间的数据与通用 Copilot 隔离，不用于模型训练，用户可随时断开数据连接。

    A woman with long dark hair sits in front of a brick wall. Overlaid white text reads: “Building Copilot Health.”.

    access to medical care lead many people turning to online sources for help. From understanding first‑time knee pain to finding an open urgent care clinic, our consumer products at Microsoft already respond to over 50 million consumer health questions a day. You can learn more about the health questions people bring to Copilot here. We’ve improved the quality and reliability of answers by elevating information from credible health organizations across 50 countries, as verified by our clinical tea

    匹配字段正文

    #company#产品更新#OpenAI#Microsoft

星期四

  1. DevClass

    VS Code 更新加入 Agent HQ 与 10 项智能体功能，IntelliCode 被弃用

    微软更新 Visual Studio Code，加入 Agent HQ 与 10 项智能体功能，包括聊天关闭后智能体继续运行、会话从本地迁移到云端、自定义后台智能体、运行自定义子智能体和组织内共享智能体。更新还提供 TypeScript 7 的实验性开关，需安装并配置 TypeScript Go 后用于 TypeScript 和 JavaScript 语言功能。提供本地 AI 补全的 IntelliCode 扩展被弃用，AI 辅助补全改由 GitHub Copilot 承担，Copilot 每月提供 2000 次免费补全，超出后需订阅。

    AI/ML Microsoft has updated Visual Studio Code (VS Code), the most popular programmer’s editor, with Agent HQ alongside numerous agentic coding updates, a preview of TypeScript 7 support, and deprecation of IntelliCode code completion in favor of subscription-based GitHub Copilot. Agentic coding is the hot thing in AI-assisted development, with the formation of the just-announced Agentic AI Foundation and recent releases from VS Code competitors including Google’s Antigravity and JetBrains Air i

    匹配字段正文

    #hot-signal#产品更新#Agent#编码

星期三

  1. vLLM 官方博客

    vLLM OpenAI 兼容 API 支持返回 token IDs，消除智能体强化学习的重新分词偏移

    vLLM 从 v0.10.2 起为 OpenAI 兼容 API 增加 `return_token_ids` 参数，可随文本返回输入的 `prompt_token_ids` 和生成结果的 `token_ids`。该功能避免推理文本在训练时重新分词产生不同 token 序列，Agent Lightning v0.2 会自动启用参数并通过追踪能力收集训练所需数据。

    gent with RL. It has several core features. Seamless integration with existing agents with ZERO CODE CHANGE (almost)!; Build with ANY agent framework (LangChain, OpenAI Agent SDK, Microsoft Agent Framework, ...); or even WITHOUT agent framework (Python programs); No constraints on the input to the LLM, allowing for flexible orchestration such as summarization, multi-agent collaboration, and other complex workflows When Agent Lightning was first released, we implemented an instrumented vLLM serve

    匹配字段正文

    #engineering#产品更新#Agent#部署/工程

星期三

  1. TLDR AI

    Gemini 登陆 Chrome，可快速总结任意网页

    Google 正在面向美国 Mac 和 Windows 桌面用户推出 Chrome 版 Gemini，用户可就正在阅读的任意网页请求解释和摘要。企业版将在未来几周通过 Workspace 提供，并配备企业控制功能。

    hy it matters: Leaders can standardize a light-lift reading assistant across the org to speed brief creation and reduce time spent parsing long pages. Source: Google Blog Summary: Microsoft’s latest Windows 11 Insider build adds a taskbar button that shares the active app directly with Copilot to analyze and summarize what is on screen. A “Click To Do” gesture also offers instant translations when text in another language is detected. Why it matters: This reduces friction to use Copilot in the f

    匹配字段正文

    #newsletter#产品更新#Agent#Google

星期四

  1. Ollama Blog

    Ollama 推出多模态模型新引擎，支持 Llama 4、Gemma 3、Qwen 2.5 VL 等视觉模型

    Ollama 发布新的多模态引擎，开始支持 Meta Llama 4、Google Gemma 3、Qwen 2.5 VL、Mistral Small 3.1 等视觉模型，可进行多图理解、文档扫描与字符识别。此前 Ollama 依赖 ggml-org/llama.cpp 提供模型支持，新引擎让每个模型自包含并暴露自己的投影层，同时加入图像缓存、显存估算与 KV cache 优化，例如针对 Gemma 3 的滑动窗口注意力和 Llama 4 Scout 的分块注意力。后续计划支持更长上下文、思考/推理、流式工具调用和 computer use。

    M Granite, and the many countless people & labs in the community. GGML Thank you to the GGML team for the tensor library that powers Ollama’s inference. Being able to access GGML directly from Go has given a portable way to design custom inference graphs and tackle harder model architectures not available before in Ollama. Hardware partners Thank you to hardware partners for collaborating and helping to improve inference on a large number of devices - NVIDIA, AMD, Qualcomm, Intel, and Microsoft.

    匹配字段正文

    #company#产品更新#多模态#部署/工程